Pandas Profiling Report

Dataset statistics

Number of variables	16
Number of observations	50
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.4 KiB
Average record size in memory	130.6 B

Variable types

Text	3
Numeric	11
Categorical	2

Alerts

`acousticness` is highly overall correlated with `energy`	High correlation
`danceability` is highly overall correlated with `speechiness` and 1 other fields	High correlation
`energy` is highly overall correlated with `acousticness` and 1 other fields	High correlation
`loudness` is highly overall correlated with `energy`	High correlation
`speechiness` is highly overall correlated with `danceability`	High correlation
`valence` is highly overall correlated with `danceability`	High correlation
`time_signature` is highly imbalanced (82.2%)	Imbalance
`Track_ID` has unique values	Unique
`Track_Name` has unique values	Unique
`loudness` has unique values	Unique
`acousticness` has unique values	Unique
`valence` has unique values	Unique
`tempo` has unique values	Unique
`duration_ms` has unique values	Unique
`key` has 2 (4.0%) zeros	Zeros
`instrumentalness` has 22 (44.0%) zeros	Zeros

Reproduction

Analysis started	2023-11-23 08:39:02.141086
Analysis finished	2023-11-23 08:39:21.166592
Duration	19.03 seconds
Software version	ydata-profiling vv4.6.2
Download configuration	config.json

Track_ID
Text

UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	1100
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	50 ?
Unique (%)	100.0%

Sample

1st row	1KGvrw4RWClq7yt42sGG1v
2nd row	3auN910HHNYykQo8i9q5J1
3rd row	0JU2QfhTrgFsVq5yQ4YQlu
4th row	2huuuyJHQ6KK6qzwvUlG3c
5th row	4rbXJipz3CaSQwtG3xXzzT

Value	Count	Frequency (%)
1kgvrw4rwclq7yt42sgg1v	1	2.0%
6thhauamwuwlegpavq1jlx	1	2.0%
42bov2fgsztynqmaeoajb6	1	2.0%
0ju2qfhtrgfsvq5yq4yqlu	1	2.0%
2huuuyjhq6kk6qzwvulg3c	1	2.0%
4rbxjipz3casqwtg3xxzzt	1	2.0%
1piyttonn0m4kfjwlfjhny	1	2.0%
1widx6xw7b01snnjoamril	1	2.0%
6kvf06ethdcrvyknmy32to	1	2.0%
3wtoacctaklbwmzbckrshr	1	2.0%
Other values (40)	40	80.0%

Most occurring characters

Value	Count	Frequency (%)
6	30	2.7%
4	29	2.6%
1	27	2.5%
2	27	2.5%
3	27	2.5%
w	25	2.3%
H	24	2.2%
z	24	2.2%
0	24	2.2%
U	23	2.1%
Other values (52)	840	76.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	446	40.5%
Uppercase Letter	425	38.6%
Decimal Number	229	20.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
w	25	5.6%
z	24	5.4%
n	22	4.9%
u	21	4.7%
r	21	4.7%
m	20	4.5%
k	20	4.5%
v	20	4.5%
i	19	4.3%
q	19	4.3%
Other values (16)	235	52.7%

Uppercase Letter

Value	Count	Frequency (%)
H	24	5.6%
U	23	5.4%
G	23	5.4%
Z	22	5.2%
Q	21	4.9%
S	20	4.7%
L	19	4.5%
T	19	4.5%
A	18	4.2%
V	17	4.0%
Other values (16)	219	51.5%

Decimal Number

Value	Count	Frequency (%)
6	30	13.1%
4	29	12.7%
1	27	11.8%
2	27	11.8%
3	27	11.8%
0	24	10.5%
7	21	9.2%
8	18	7.9%
5	14	6.1%
9	12	5.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	871	79.2%
Common	229	20.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
w	25	2.9%
H	24	2.8%
z	24	2.8%
U	23	2.6%
G	23	2.6%
Z	22	2.5%
n	22	2.5%
u	21	2.4%
r	21	2.4%
Q	21	2.4%
Other values (42)	645	74.1%

Common

Value	Count	Frequency (%)
6	30	13.1%
4	29	12.7%
1	27	11.8%
2	27	11.8%
3	27	11.8%
0	24	10.5%
7	21	9.2%
8	18	7.9%
5	14	6.1%
9	12	5.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1100	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	30	2.7%
4	29	2.6%
1	27	2.5%
2	27	2.5%
3	27	2.5%
w	25	2.3%
H	24	2.2%
z	24	2.2%
0	24	2.2%
U	23	2.1%
Other values (52)	840	76.4%

Track_Name
Text

UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

Length

Max length	28
Median length	18
Mean length	11.88
Min length	2

Characters and Unicode

Total characters	594
Distinct characters	60
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	50 ?
Unique (%)	100.0%

Sample

1st row	Margiela
2nd row	Ateşe Düştüm
3rd row	Ağlama ben ağlarım
4th row	İlle de Sen
5th row	Fark Ettim

Value	Count	Frequency (%)
sen	2	2.0%
olmuşum	2	2.0%
ben	2	2.0%
de	2	2.0%
mı	2	2.0%
bir	2	2.0%
var	2	2.0%
mini	1	1.0%
can	1	1.0%
bellydancing	1	1.0%
Other values (83)	83	83.0%

Most occurring characters

Value	Count	Frequency (%)
a	63	10.6%
	50	8.4%
e	40	6.7%
l	34	5.7%
n	30	5.1%
r	26	4.4%
m	24	4.0%
i	23	3.9%
ı	20	3.4%
A	17	2.9%
Other values (50)	267	44.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	387	65.2%
Uppercase Letter	145	24.4%
Space Separator	50	8.4%
Decimal Number	4	0.7%
Other Punctuation	4	0.7%
Close Punctuation	2	0.3%
Open Punctuation	2	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	63	16.3%
e	40	10.3%
l	34	8.8%
n	30	7.8%
r	26	6.7%
m	24	6.2%
i	23	5.9%
ı	20	5.2%
t	16	4.1%
u	14	3.6%
Other values (18)	97	25.1%

Uppercase Letter

Value	Count	Frequency (%)
A	17	11.7%
B	13	9.0%
R	10	6.9%
Y	9	6.2%
D	9	6.2%
C	8	5.5%
S	8	5.5%
T	8	5.5%
O	8	5.5%
I	7	4.8%
Other values (13)	48	33.1%

Decimal Number

Value	Count	Frequency (%)
0	2	50.0%
2	1	25.0%
1	1	25.0%

Other Punctuation

Value	Count	Frequency (%)
.	2	50.0%
&	1	25.0%
'	1	25.0%

Space Separator

Value	Count	Frequency (%)
	50	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	2	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	532	89.6%
Common	62	10.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	63	11.8%
e	40	7.5%
l	34	6.4%
n	30	5.6%
r	26	4.9%
m	24	4.5%
i	23	4.3%
ı	20	3.8%
A	17	3.2%
t	16	3.0%
Other values (41)	239	44.9%

Common

Value	Count	Frequency (%)
	50	80.6%
)	2	3.2%
0	2	3.2%
(	2	3.2%
.	2	3.2%
2	1	1.6%
1	1	1.6%
&	1	1.6%
'	1	1.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	538	90.6%
None	56	9.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	63	11.7%
	50	9.3%
e	40	7.4%
l	34	6.3%
n	30	5.6%
r	26	4.8%
m	24	4.5%
i	23	4.3%
A	17	3.2%
t	16	3.0%
Other values (41)	215	40.0%

None

Value	Count	Frequency (%)
ı	20	35.7%
ü	10	17.9%
ş	9	16.1%
ğ	9	16.1%
Ş	2	3.6%
İ	2	3.6%
ç	2	3.6%
ö	1	1.8%
Ç	1	1.8%

Track_Artists
Text

Distinct	46
Distinct (%)	92.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

Length

Max length	37
Median length	25
Mean length	16.26
Min length	8

Characters and Unicode

Total characters	813
Distinct characters	68
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	44 ?
Unique (%)	88.0%

Sample

1st row	['Ezhel']
2nd row	['Mert Demir']
3rd row	['Canozan']
4th row	['Muti', 'Azer Bülbül']
5th row	['Semicenk']

Value	Count	Frequency (%)
semicenk	5	5.1%
blok3	3	3.1%
bülbül	3	3.1%
azer	3	3.1%
dedublüman	2	2.0%
melike	2	2.0%
motive	2	2.0%
derya	2	2.0%
bulut	2	2.0%
muti	2	2.0%
Other values (69)	72	73.5%

Most occurring characters

Value	Count	Frequency (%)
'	126	15.5%
[	50	6.2%
e	50	6.2%
]	50	6.2%
	48	5.9%
a	43	5.3%
i	33	4.1%
l	31	3.8%
r	28	3.4%
n	28	3.4%
Other values (58)	326	40.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	403	49.6%
Other Punctuation	140	17.2%
Uppercase Letter	113	13.9%
Open Punctuation	50	6.2%
Close Punctuation	50	6.2%
Space Separator	48	5.9%
Decimal Number	9	1.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	50	12.4%
a	43	10.7%
i	33	8.2%
l	31	7.7%
r	28	6.9%
n	28	6.9%
u	26	6.5%
t	13	3.2%
k	13	3.2%
m	13	3.2%
Other values (20)	125	31.0%

Uppercase Letter

Value	Count	Frequency (%)
B	14	12.4%
M	13	11.5%
K	11	9.7%
A	8	7.1%
S	8	7.1%
D	7	6.2%
I	4	3.5%
L	4	3.5%
E	4	3.5%
R	4	3.5%
Other values (17)	36	31.9%

Decimal Number

Value	Count	Frequency (%)
3	3	33.3%
2	2	22.2%
8	2	22.2%
9	1	11.1%
4	1	11.1%

Other Punctuation

Value	Count	Frequency (%)
'	126	90.0%
,	13	9.3%
&	1	0.7%

Open Punctuation

Value	Count	Frequency (%)
[	50	100.0%

Close Punctuation

Value	Count	Frequency (%)
]	50	100.0%

Space Separator

Value	Count	Frequency (%)
	48	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	516	63.5%
Common	297	36.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	50	9.7%
a	43	8.3%
i	33	6.4%
l	31	6.0%
r	28	5.4%
n	28	5.4%
u	26	5.0%
B	14	2.7%
t	13	2.5%
k	13	2.5%
Other values (47)	237	45.9%

Common

Value	Count	Frequency (%)
'	126	42.4%
[	50	16.8%
]	50	16.8%
	48	16.2%
,	13	4.4%
3	3	1.0%
2	2	0.7%
8	2	0.7%
9	1	0.3%
&	1	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	776	95.4%
None	37	4.6%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
'	126	16.2%
[	50	6.4%
e	50	6.4%
]	50	6.4%
	48	6.2%
a	43	5.5%
i	33	4.3%
l	31	4.0%
r	28	3.6%
n	28	3.6%
Other values (48)	289	37.2%

None

Value	Count	Frequency (%)
ü	12	32.4%
ş	6	16.2%
ı	6	16.2%
ğ	4	10.8%
Ş	3	8.1%
Ö	2	5.4%
İ	1	2.7%
ç	1	2.7%
ö	1	2.7%
Ç	1	2.7%

danceability
Real number (ℝ)

HIGH CORRELATION

Distinct	46
Distinct (%)	92.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6306

Minimum	0.277
Maximum	0.859
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0.277
5-th percentile	0.383
Q1	0.55225
median	0.6435
Q3	0.72625
95-th percentile	0.8271
Maximum	0.859
Range	0.582
Interquartile range (IQR)	0.174

Descriptive statistics

Standard deviation	0.13636565
Coefficient of variation (CV)	0.21624747
Kurtosis	-0.16360271
Mean	0.6306
Median Absolute Deviation (MAD)	0.085
Skewness	-0.52937435
Sum	31.53
Variance	0.018595592
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0.724	2	4.0%
0.479	2	4.0%
0.356	2	4.0%
0.603	2	4.0%
0.776	1	2.0%
0.619	1	2.0%
0.727	1	2.0%
0.57	1	2.0%
0.549	1	2.0%
0.622	1	2.0%
Other values (36)	36	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.277	1	2.0%
0.356	2	4.0%
0.416	1	2.0%
0.44	1	2.0%
0.464	1	2.0%
0.471	1	2.0%
0.473	1	2.0%
0.479	2	4.0%
0.494	1	2.0%
0.544	1	2.0%

Value	Count	Frequency (%)
0.859	1	2.0%
0.832	1	2.0%
0.828	1	2.0%
0.826	1	2.0%
0.822	1	2.0%
0.782	1	2.0%
0.776	1	2.0%
0.775	1	2.0%
0.77	1	2.0%
0.762	1	2.0%

energy
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65478

Minimum	0.372
Maximum	0.905
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0.372
5-th percentile	0.4568
Q1	0.529
median	0.653
Q3	0.779
95-th percentile	0.882
Maximum	0.905
Range	0.533
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	0.14348281
Coefficient of variation (CV)	0.21913133
Kurtosis	-1.0057398
Mean	0.65478
Median Absolute Deviation (MAD)	0.1265
Skewness	0.037421695
Sum	32.739
Variance	0.020587318
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0.78	2	4.0%
0.882	2	4.0%
0.516	1	2.0%
0.813	1	2.0%
0.619	1	2.0%
0.819	1	2.0%
0.502	1	2.0%
0.699	1	2.0%
0.816	1	2.0%
0.497	1	2.0%
Other values (38)	38	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.372	1	2.0%
0.39	1	2.0%
0.455	1	2.0%
0.459	1	2.0%
0.473	1	2.0%
0.487	1	2.0%
0.497	1	2.0%
0.502	1	2.0%
0.507	1	2.0%
0.515	1	2.0%

Value	Count	Frequency (%)
0.905	1	2.0%
0.89	1	2.0%
0.882	2	4.0%
0.86	1	2.0%
0.859	1	2.0%
0.839	1	2.0%
0.819	1	2.0%
0.816	1	2.0%
0.813	1	2.0%
0.801	1	2.0%

key
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	24.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.3

Minimum	0
Maximum	11
Zeros	2
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	7
Q3	9
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.3273756
Coefficient of variation (CV)	0.52815486
Kurtosis	-1.0108699
Mean	6.3
Median Absolute Deviation (MAD)	2.5
Skewness	-0.3465872
Sum	315
Variance	11.071429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
9	8	16.0%
7	6	12.0%
1	5	10.0%
4	5	10.0%
11	5	10.0%
5	4	8.0%
8	4	8.0%
10	4	8.0%
3	3	6.0%
6	3	6.0%
Other values (2)	3	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	4.0%
1	5	10.0%
2	1	2.0%
3	3	6.0%
4	5	10.0%
5	4	8.0%
6	3	6.0%
7	6	12.0%
8	4	8.0%
9	8	16.0%

Value	Count	Frequency (%)
11	5	10.0%
10	4	8.0%
9	8	16.0%
8	4	8.0%
7	6	12.0%
6	3	6.0%
5	4	8.0%
4	5	10.0%
3	3	6.0%
2	1	2.0%

loudness
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-7.88048

Minimum	-14.11
Maximum	-1.988
Zeros	0
Zeros (%)	0.0%
Negative	50
Negative (%)	100.0%
Memory size	532.0 B

Quantile statistics

Minimum	-14.11
5-th percentile	-11.52325
Q1	-9.70225
median	-7.696
Q3	-6.1885
95-th percentile	-3.9734
Maximum	-1.988
Range	12.122
Interquartile range (IQR)	3.51375

Descriptive statistics

Standard deviation	2.5566108
Coefficient of variation (CV)	-0.32442324
Kurtosis	-0.37676111
Mean	-7.88048
Median Absolute Deviation (MAD)	1.835
Skewness	-0.095566992
Sum	-394.024
Variance	6.536259
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-7.553	1	2.0%
-6.654	1	2.0%
-4.599	1	2.0%
-10.195	1	2.0%
-6.803	1	2.0%
-8.674	1	2.0%
-8.539	1	2.0%
-8.453	1	2.0%
-9.597	1	2.0%
-6.535	1	2.0%
Other values (40)	40	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14.11	1	2.0%
-12.12	1	2.0%
-11.557	1	2.0%
-11.482	1	2.0%
-11.477	1	2.0%
-11.335	1	2.0%
-11.052	1	2.0%
-10.798	1	2.0%
-10.431	1	2.0%
-10.389	1	2.0%

Value	Count	Frequency (%)
-1.988	1	2.0%
-3.882	1	2.0%
-3.914	1	2.0%
-4.046	1	2.0%
-4.56	1	2.0%
-4.599	1	2.0%
-4.923	1	2.0%
-5.482	1	2.0%
-5.548	1	2.0%
-5.691	1	2.0%

mode
Categorical

Distinct	2
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

0	40
1	10

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	40	80.0%
1	10	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	40	80.0%
1	10	20.0%

Most occurring characters

Value	Count	Frequency (%)
0	40	80.0%
1	10	20.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	50	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	40	80.0%
1	10	20.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	50	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	40	80.0%
1	10	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	50	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	40	80.0%
1	10	20.0%

speechiness
Real number (ℝ)

HIGH CORRELATION

Distinct	47
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.117494

Minimum	0.0271
Maximum	0.306
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0.0271
5-th percentile	0.033595
Q1	0.046025
median	0.08855
Q3	0.14
95-th percentile	0.29465
Maximum	0.306
Range	0.2789
Interquartile range (IQR)	0.093975

Descriptive statistics

Standard deviation	0.083713502
Coefficient of variation (CV)	0.71249172
Kurtosis	-0.039028463
Mean	0.117494
Median Absolute Deviation (MAD)	0.0484
Skewness	1.0167
Sum	5.8747
Variance	0.0070079504
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0.0837	2	4.0%
0.14	2	4.0%
0.138	2	4.0%
0.27	1	2.0%
0.284	1	2.0%
0.134	1	2.0%
0.211	1	2.0%
0.0385	1	2.0%
0.0404	1	2.0%
0.205	1	2.0%
Other values (37)	37	74.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0271	1	2.0%
0.0303	1	2.0%
0.0331	1	2.0%
0.0342	1	2.0%
0.0349	1	2.0%
0.0351	1	2.0%
0.0369	1	2.0%
0.0385	1	2.0%
0.0399	1	2.0%
0.0404	1	2.0%

Value	Count	Frequency (%)
0.306	1	2.0%
0.301	1	2.0%
0.296	1	2.0%
0.293	1	2.0%
0.284	1	2.0%
0.27	1	2.0%
0.232	1	2.0%
0.212	1	2.0%
0.211	1	2.0%
0.205	1	2.0%

acousticness
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.278644

Minimum	0.0056
Maximum	0.835
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0.0056
5-th percentile	0.020215
Q1	0.08625
median	0.2225
Q3	0.44175
95-th percentile	0.69815
Maximum	0.835
Range	0.8294
Interquartile range (IQR)	0.3555

Descriptive statistics

Standard deviation	0.23098348
Coefficient of variation (CV)	0.82895552
Kurtosis	-0.33776977
Mean	0.278644
Median Absolute Deviation (MAD)	0.1569
Skewness	0.80738826
Sum	13.9322
Variance	0.053353369
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.335	1	2.0%
0.143	1	2.0%
0.278	1	2.0%
0.279	1	2.0%
0.0199	1	2.0%
0.586	1	2.0%
0.102	1	2.0%
0.274	1	2.0%
0.16	1	2.0%
0.0372	1	2.0%
Other values (40)	40	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0056	1	2.0%
0.012	1	2.0%
0.0199	1	2.0%
0.0206	1	2.0%
0.0256	1	2.0%
0.03	1	2.0%
0.0366	1	2.0%
0.0372	1	2.0%
0.059	1	2.0%
0.0629	1	2.0%

Value	Count	Frequency (%)
0.835	1	2.0%
0.808	1	2.0%
0.713	1	2.0%
0.68	1	2.0%
0.673	1	2.0%
0.645	1	2.0%
0.586	1	2.0%
0.553	1	2.0%
0.533	1	2.0%
0.506	1	2.0%

instrumentalness
Real number (ℝ)

ZEROS

Distinct	28
Distinct (%)	56.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0082650144

Minimum	0
Maximum	0.273
Zeros	22
Zeros (%)	44.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.485 × 10^-6
Q3	0.0002415
95-th percentile	0.016805
Maximum	0.273
Range	0.273
Interquartile range (IQR)	0.0002415

Descriptive statistics

Standard deviation	0.039670033
Coefficient of variation (CV)	4.7997537
Kurtosis	42.712694
Mean	0.0082650144
Median Absolute Deviation (MAD)	2.485 × 10^-6
Skewness	6.3984781
Sum	0.41325072
Variance	0.0015737115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	22	44.0%
0.00508	2	4.0%
0.0136	1	2.0%
1.76 × 10^-6	1	2.0%
0.000207	1	2.0%
4.32 × 10^-6	1	2.0%
0.00232	1	2.0%
7.61 × 10^-5	1	2.0%
0.00462	1	2.0%
0.00117	1	2.0%
Other values (18)	18	36.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22	44.0%
1.2 × 10^-6	1	2.0%
1.76 × 10^-6	1	2.0%
1.95 × 10^-6	1	2.0%
3.02 × 10^-6	1	2.0%
3.48 × 10^-6	1	2.0%
4.11 × 10^-6	1	2.0%
4.32 × 10^-6	1	2.0%
9.28 × 10^-6	1	2.0%
1.1 × 10^-5	1	2.0%

Value	Count	Frequency (%)
0.273	1	2.0%
0.0719	1	2.0%
0.0173	1	2.0%
0.0162	1	2.0%
0.0136	1	2.0%
0.00508	2	4.0%
0.00462	1	2.0%
0.00232	1	2.0%
0.00124	1	2.0%
0.00117	1	2.0%

liveness
Real number (ℝ)

Distinct	45
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.200952

Minimum	0.0488
Maximum	0.61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0.0488
5-th percentile	0.07563
Q1	0.10875
median	0.1435
Q3	0.256
95-th percentile	0.4714
Maximum	0.61
Range	0.5612
Interquartile range (IQR)	0.14725

Descriptive statistics

Standard deviation	0.13315277
Coefficient of variation (CV)	0.66260985
Kurtosis	0.93259575
Mean	0.200952
Median Absolute Deviation (MAD)	0.05085
Skewness	1.2965223
Sum	10.0476
Variance	0.017729661
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0.121	2	4.0%
0.128	2	4.0%
0.475	2	4.0%
0.0953	2	4.0%
0.115	2	4.0%
0.09	1	2.0%
0.097	1	2.0%
0.117	1	2.0%
0.281	1	2.0%
0.61	1	2.0%
Other values (35)	35	70.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0488	1	2.0%
0.0658	1	2.0%
0.0714	1	2.0%
0.0808	1	2.0%
0.0872	1	2.0%
0.0879	1	2.0%
0.09	1	2.0%
0.0953	2	4.0%
0.097	1	2.0%
0.0981	1	2.0%

Value	Count	Frequency (%)
0.61	1	2.0%
0.475	2	4.0%
0.467	1	2.0%
0.437	1	2.0%
0.422	1	2.0%
0.421	1	2.0%
0.369	1	2.0%
0.296	1	2.0%
0.293	1	2.0%
0.289	1	2.0%

valence
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50022

Minimum	0.143
Maximum	0.919
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	0.143
5-th percentile	0.20325
Q1	0.3375
median	0.4605
Q3	0.6785
95-th percentile	0.864
Maximum	0.919
Range	0.776
Interquartile range (IQR)	0.341

Descriptive statistics

Standard deviation	0.21020887
Coefficient of variation (CV)	0.42023283
Kurtosis	-0.8934193
Mean	0.50022
Median Absolute Deviation (MAD)	0.166
Skewness	0.26485102
Sum	25.011
Variance	0.044187767
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.584	1	2.0%
0.323	1	2.0%
0.423	1	2.0%
0.446	1	2.0%
0.679	1	2.0%
0.746	1	2.0%
0.453	1	2.0%
0.713	1	2.0%
0.271	1	2.0%
0.853	1	2.0%
Other values (40)	40	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.143	1	2.0%
0.167	1	2.0%
0.192	1	2.0%
0.217	1	2.0%
0.228	1	2.0%
0.233	1	2.0%
0.245	1	2.0%
0.271	1	2.0%
0.272	1	2.0%
0.302	1	2.0%

Value	Count	Frequency (%)
0.919	1	2.0%
0.91	1	2.0%
0.873	1	2.0%
0.853	1	2.0%
0.784	1	2.0%
0.775	1	2.0%
0.766	1	2.0%
0.746	1	2.0%
0.713	1	2.0%
0.71	1	2.0%

tempo
Real number (ℝ)

UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	124.91938

Minimum	82.933
Maximum	199.957
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	82.933
5-th percentile	92.0507
Q1	103.341
median	120.023
Q3	141.71675
95-th percentile	174.40535
Maximum	199.957
Range	117.024
Interquartile range (IQR)	38.37575

Descriptive statistics

Standard deviation	27.637967
Coefficient of variation (CV)	0.22124643
Kurtosis	0.078381233
Mean	124.91938
Median Absolute Deviation (MAD)	20.0415
Skewness	0.7189312
Sum	6245.969
Variance	763.85723
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
116.145	1	2.0%
177.995	1	2.0%
104.025	1	2.0%
97.99	1	2.0%
170.018	1	2.0%
160.009	1	2.0%
94.001	1	2.0%
142.002	1	2.0%
169.888	1	2.0%
157.954	1	2.0%
Other values (40)	40	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
82.933	1	2.0%
82.971	1	2.0%
91.004	1	2.0%
93.33	1	2.0%
93.892	1	2.0%
93.92	1	2.0%
94.001	1	2.0%
96.011	1	2.0%
97.99	1	2.0%
100.007	1	2.0%

Value	Count	Frequency (%)
199.957	1	2.0%
188.011	1	2.0%
177.995	1	2.0%
170.018	1	2.0%
169.888	1	2.0%
160.009	1	2.0%
157.954	1	2.0%
154.949	1	2.0%
145.009	1	2.0%
144.033	1	2.0%

duration_ms
Real number (ℝ)

UNIQUE

Distinct	50
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180945

Minimum	122520
Maximum	287226
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	532.0 B

Quantile statistics

Minimum	122520
5-th percentile	131792.9
Q1	152715
median	170998
Q3	202856.25
95-th percentile	252547.2
Maximum	287226
Range	164706
Interquartile range (IQR)	50141.25

Descriptive statistics

Standard deviation	38570.795
Coefficient of variation (CV)	0.21316309
Kurtosis	0.13582825
Mean	180945
Median Absolute Deviation (MAD)	22549
Skewness	0.78032794
Sum	9047250
Variance	1.4877062 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
204413	1	2.0%
172154	1	2.0%
152375	1	2.0%
149388	1	2.0%
233573	1	2.0%
163022	1	2.0%
171383	1	2.0%
134049	1	2.0%
158174	1	2.0%
265800	1	2.0%
Other values (40)	40	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
122520	1	2.0%
124000	1	2.0%
129947	1	2.0%
134049	1	2.0%
134400	1	2.0%
138817	1	2.0%
144131	1	2.0%
146819	1	2.0%
147510	1	2.0%
149388	1	2.0%

Value	Count	Frequency (%)
287226	1	2.0%
265800	1	2.0%
259704	1	2.0%
243800	1	2.0%
235800	1	2.0%
233573	1	2.0%
231727	1	2.0%
230162	1	2.0%
218710	1	2.0%
212062	1	2.0%

time_signature
Categorical

IMBALANCE

Distinct	3
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Memory size	532.0 B

4	48
3	1
5	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	50
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	4.0%

Sample

1st row	4
2nd row	4
3rd row	3
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	48	96.0%
3	1	2.0%
5	1	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	48	96.0%
3	1	2.0%
5	1	2.0%

Most occurring characters

Value	Count	Frequency (%)
4	48	96.0%
3	1	2.0%
5	1	2.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	50	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	48	96.0%
3	1	2.0%
5	1	2.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	50	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	48	96.0%
3	1	2.0%
5	1	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	50	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	48	96.0%
3	1	2.0%
5	1	2.0%

Auto

Heatmap
Table

	acousticness	danceability	duration_ms	energy	instrumentalness	key	liveness	loudness	mode	speechiness	tempo	time_signature	valence
acousticness	1.000	-0.163	0.094	-0.523	-0.235	-0.397	-0.171	-0.359	0.000	0.155	-0.134	0.000	-0.065
danceability	-0.163	1.000	-0.333	0.329	-0.074	-0.060	0.009	0.278	0.000	0.552	0.144	0.480	0.508
duration_ms	0.094	-0.333	1.000	0.049	0.136	-0.008	-0.154	0.061	0.000	-0.284	0.026	0.000	0.000
energy	-0.523	0.329	0.049	1.000	0.186	0.200	0.080	0.689	0.203	0.211	0.018	0.175	0.390
instrumentalness	-0.235	-0.074	0.136	0.186	1.000	-0.001	0.026	-0.058	0.215	-0.145	0.216	0.000	0.171
key	-0.397	-0.060	-0.008	0.200	-0.001	1.000	0.207	0.161	0.000	-0.110	-0.084	0.000	-0.041
liveness	-0.171	0.009	-0.154	0.080	0.026	0.207	1.000	-0.098	0.271	0.083	0.004	0.000	-0.040
loudness	-0.359	0.278	0.061	0.689	-0.058	0.161	-0.098	1.000	0.000	0.263	0.073	0.000	0.196
mode	0.000	0.000	0.000	0.203	0.215	0.000	0.271	0.000	1.000	0.275	0.076	0.000	0.208
speechiness	0.155	0.552	-0.284	0.211	-0.145	-0.110	0.083	0.263	0.275	1.000	0.055	0.000	0.222
tempo	-0.134	0.144	0.026	0.018	0.216	-0.084	0.004	0.073	0.076	0.055	1.000	0.000	0.212
time_signature	0.000	0.480	0.000	0.175	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.097
valence	-0.065	0.508	0.000	0.390	0.171	-0.041	-0.040	0.196	0.208	0.222	0.212	0.097	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Track_ID	Track_Name	Track_Artists	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	time_signature
0	1KGvrw4RWClq7yt42sGG1v	Margiela	['Ezhel']	0.776	0.648	1	-7.553	1	0.2700	0.335	0.000000	0.1210	0.584	116.145	204413	4
1	3auN910HHNYykQo8i9q5J1	Ateşe Düştüm	['Mert Demir']	0.657	0.372	4	-14.110	0	0.0476	0.835	0.013600	0.0981	0.919	188.011	230162	4
2	0JU2QfhTrgFsVq5yQ4YQlu	Ağlama ben ağlarım	['Canozan']	0.416	0.473	9	-9.726	0	0.0351	0.553	0.000001	0.1680	0.167	118.354	191695	3
3	2huuuyJHQ6KK6qzwvUlG3c	İlle de Sen	['Muti', 'Azer Bülbül']	0.670	0.714	5	-6.146	1	0.0631	0.119	0.000000	0.2070	0.535	141.071	146819	4
4	4rbXJipz3CaSQwtG3xXzzT	Fark Ettim	['Semicenk']	0.678	0.745	11	-6.986	0	0.1050	0.081	0.000000	0.1010	0.588	106.046	155406	4
5	1PiyTtoNn0m4kfJWLfjHny	Bertaraf	['Canbay & Wolker', 'Heijan', 'Muti']	0.724	0.905	8	-6.316	1	0.2320	0.030	0.000166	0.4670	0.710	105.043	153735	4
6	1wIdx6xw7B01SnnJoamriL	Yüreğim Ağlar	['Amo988']	0.665	0.577	0	-9.074	1	0.0644	0.438	0.000000	0.4210	0.318	109.978	203000	4
7	6kvf06eThDCrvYknMY32To	MINI TERORISTA	['Jeff Redd']	0.782	0.507	8	-12.120	0	0.0837	0.109	0.000000	0.1790	0.433	100.030	134400	4
8	3wtOAcctakLBwmzbCkRSHR	Kehribar	['Burak Bulut', 'Ebru Yaşar']	0.440	0.656	2	-5.548	0	0.2960	0.533	0.000000	0.0872	0.472	100.007	168975	4
9	3ZwRkdnTb4az8X5n4WXuHA	aklına ben gelicem	['BLOK3']	0.277	0.546	10	-10.798	0	0.0620	0.148	0.000000	0.2440	0.217	199.957	149406	4

	Track_ID	Track_Name	Track_Artists	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	time_signature
40	232LbugfZaCUwq82xiELtd	BAYBAY	['BLOK3']	0.724	0.569	3	-10.431	0	0.1350	0.2160	0.002320	0.1520	0.775	145.009	191276	4
41	5UV2oqgMXvlkOvvtK3aT7f	Bir Derdim Var	['mor ve ötesi']	0.586	0.890	11	-1.988	0	0.0369	0.0120	0.005080	0.1140	0.426	119.062	204320	4
42	0Y4mwQ4z0Voplgh7o2OZYm	ELLERİM BOŞ	['M Lisa']	0.603	0.390	4	-9.465	0	0.0877	0.7130	0.000000	0.1150	0.272	119.392	124000	4
43	13THdxqHT11aSk3G8nUDzZ	Altüst Olmuşum	['Mavi Gri']	0.479	0.527	9	-11.482	0	0.0271	0.2470	0.000004	0.2430	0.245	82.933	202425	4
44	2PaQb8AtQqIxawPA2O7Vaw	Celladına Aşık	['Kubilay Karça']	0.494	0.672	1	-6.432	0	0.0412	0.2280	0.000207	0.0900	0.386	96.011	201562	4
45	006oGnrSZevqZTimsD2oh4	Diva Yorgun	['Melike Şahin']	0.616	0.882	5	-6.568	1	0.0894	0.3290	0.000002	0.1910	0.639	134.046	259704	4
46	26h7iVBq3DSR9ex0BpT8GO	LACIVERT	['Motive', 'Pango']	0.464	0.487	3	-11.477	0	0.0836	0.8080	0.000826	0.1080	0.302	109.423	235800	4
47	3miwaS9uZ7pZHi1zNyLGi0	Tövbe	['Derya Bedavacı']	0.675	0.739	9	-4.923	0	0.0717	0.2170	0.000000	0.2810	0.421	141.932	192167	4
48	1G4xPTSdWG5oRdmmnOC7cS	Hoşçakal	['Ati242']	0.750	0.780	7	-5.691	0	0.2120	0.0366	0.005080	0.4750	0.367	140.090	190977	4
49	6iDXzCkxKklISwvWbPz8Lv	Hele Bi (Club Version)	['Alişan']	0.770	0.706	11	-3.882	0	0.0804	0.0256	0.000000	0.0488	0.873	105.013	243800	4

Overview

Variables

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Most occurring characters

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Most occurring characters

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Uppercase Letter

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Other Punctuation

Open Punctuation

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Most occurring scripts

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Latin

Common

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None

Common Values

Length

Common Values (Plot)

Most occurring characters

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Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values